Machine learning and knowledge discovery for engineering systems health management

"Systems health is a broad multidisciplinary field of study that generates huge amounts of data and thus is an extremely appropriate forum in which to utilize machine learning and knowledge discovery techniques. This book explores the use of machine learning and knowledge discovery in systems h...

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Bibliographic Details
Other Authors: Srivastava, Ashok N. 1969-, Han, Jiawei.
Format: eBook
Language: English
Published: Boca Raton, FL : CRC Press, ©2012.
Series: Chapman & Hall/CRC data mining and knowledge discovery series.
Subjects:
System failures (Engineering) > Prevention > Data processing.
Machine learning.
elektronické knihy
electronic books
ISBN: 9781439841792
1439841799
9781466548275
1466548274
9781439841785
1439841780
Physical Description: 1 online resource (xxxvii, 464 pages) : illustrations

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Table of contents

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020 |a 1439841799  |q (electronic bk.) 
020 |a 9781466548275 
020 |a 1466548274 
020 |z 9781439841785 
020 |z 1439841780 
024 7 |a 10.1201/b11580  |2 doi 
035 |a (OCoLC)778447804  |z (OCoLC)785783053  |z (OCoLC)900640957  |z (OCoLC)958542933  |z (OCoLC)992094954  |z (OCoLC)994801407  |z (OCoLC)1015207014  |z (OCoLC)1031041541  |z (OCoLC)1065906664  |z (OCoLC)1086457877 
245 0 0 |a Machine learning and knowledge discovery for engineering systems health management /  |c edited by Ashok N. Srivastava, Jiawei Han. 
260 |a Boca Raton, FL :  |b CRC Press,  |c ©2012. 
300 |a 1 online resource (xxxvii, 464 pages) :  |b illustrations 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
490 1 |a Chapman & Hall/CRC data mining and knowledge discovery series 
506 |a Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty 
520 |a "Systems health is a broad multidisciplinary field of study that generates huge amounts of data and thus is an extremely appropriate forum in which to utilize machine learning and knowledge discovery techniques. This book explores the use of machine learning and knowledge discovery in systems health research. It covers data mining and text mining algorithms, anomaly detection, diagnostic and prognostic systems, and applications to engineering systems. Featuring contributions from leading experts, the book is the first to explore this emerging research area"--Provided by publisher 
520 |a "This book explores the development of state-of-the-art tools and techniques that can be used to automatically detect, diagnose, and in some cases, predict the effects of adverse events in an engineered system on its ultimate performance. This gives rise to the field Systems Health Management, in which methods are developed with the express purpose of monitoring the condition, or 'state of health' of a complex system, diagnosing faults, and estimating the remaining useful life of the system"--Provided by publisher 
504 |a Includes bibliographical references and index. 
505 0 |a Section 1. Data-driven methods for systems health management -- section 2. Physics-based methods for systems health management -- section 3. Applications. 
590 |a Knovel  |b Knovel (All titles) 
650 0 |a System failures (Engineering)  |x Prevention  |x Data processing. 
650 0 |a Machine learning. 
655 7 |a elektronické knihy  |7 fd186907  |2 czenas 
655 9 |a electronic books  |2 eczenas 
700 1 |a Srivastava, Ashok N.  |q (Ashok Narain),  |d 1969-  |1 https://id.oclc.org/worldcat/entity/E39PCjvDmBCCBWXTmj9fPcyYWC 
700 1 |a Han, Jiawei. 
776 0 8 |i Print version:  |t Machine learning and knowledge discovery for engineering systems health management.  |d Boca Raton, FL : CRC Press, ©2012  |z 9781439841785  |w (DLC) 2011027204  |w (OCoLC)515422944 
830 0 |a Chapman & Hall/CRC data mining and knowledge discovery series. 
856 4 0 |u https://proxy.k.utb.cz/login?url=https://app.knovel.com/hotlink/toc/id:kpMLKDESH8/machine-learning-and?kpromoter=marc  |y Full text 

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